{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "![](https://raw.githubusercontent.com/Qinbf/tf-model-zoo/master/README_IMG/01.jpg)\n",
    "AI MOOC： **www.ai-xlab.com**  \n",
    "如果你也是AI爱好者，可以添加我的微信一起交流：**sdxxqbf**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from mpl_toolkits.mplot3d import Axes3D  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OJEkYLUYmbvqMYhWVK3g/bTOerUt3eIkPGi0GnHaXYlV3tpyhLLz6rd85OGwO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\n9Gi7DNdswA/W2xDRT2v57oYyaJNe5l2cmiVNgTBWR5QYkcN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gCbhEoxm7gqyrcAIujRjO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\nCoXCB/l/q8te4PcN3CoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2328c0938d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data = datasets.make_circles(n_samples=500, factor=.3, noise=.10)\n",
    "plt.scatter(x_data[:,0], x_data[:,1], c=y_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "z_data =  x_data[:,0]**2 + x_data[:,1]**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TKUB/f79ixbkQrt9f/B0SiQROp3PRYrgQ5PFMY2Nj6HQ6duzYsah9a7VaLKUm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\np59+mpycnEB9LJ8Zq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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2328e0e7be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.figure().add_subplot(111, projection = '3d') \n",
    "ax.scatter(x_data[:,0], x_data[:,1], z_data, c = y_data, s = 10) #点为红色三角形  \n",
    "  \n",
    "#显示图像  \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
